Table 46 Summary for oversampling and undersampling highly imbalanced datasets
From: Resampling imbalanced data for network intrusion detection datasets
| Â | Time of training steps | Macro precision | Macro recall |
|---|---|---|---|
Oversampling | Increases | Increases, sometimes decrease | Increases |
Undersampling | Decreases | Increases, sometimes decrease | Increases |